S
hin
J
oo
Y
eon
2016. 03
~
2020.
02
1
2
Intr
oduc
e
Contex
ts
3
4
Vision
P
aper
Assignment
Assignment
Intro
duce
Vision
Pa
p
e
r
-
Ajou
Univ
ersity
-
Digital Me
dia
-
So
f
t
war
e
and
Computer
Engineering
-
https://
githu
b.com
/Jooye0
n
Prog
ramming Langu
age
-
C, C+
+, Jav
a,
Python,
J
avaScript, CU
D
A
C, Assem
bly
, R
Prog
ram
Educati
on
Assignme
nt
Intr
oduce
Vision
Pa
p
e
r
Distributo
r App
-
Fir
eb
ase
-
MV
C Design
p
att
ern
Assignme
nt
Intr
oduce
Vision
Pa
p
e
r
Foot
And
Mouth
Disease Notifier
App
-
Fir
eb
ase
-
Geoco
ding
Assignme
nt
Intr
oduce
Vision
Pa
p
e
r
Manager
An
dr
oi
d App
-
Fir
eb
ase
-
MV
C Design
p
att
ern
Assignme
nt
Intr
oduce
Vision
Pa
p
e
r
Blood Pressur
e Prediction
App
-
Android & T
ensor
Flow lite
-
Bluetooth c
ommunic
ation
with
Raspberr
y Pi
-
Crawli
ng
Assignme
nt
Intr
oduce
Vision
Pa
p
e
r
Video S
treaming W
eb
-
HTML
-
Vu
e
f
r
a
m
e
w
o
r
k
-
Mongoose
-
Grid FS
Assignme
nt
Intr
oduce
Vision
Pa
p
e
r
Screen Pr
otect
or
-
Moving
images
using
OpenV
G
on Win32
-
EGL
Assignme
nt
Intr
oduce
Vision
Pa
p
e
r
Airpla
ne
Game
-
Sound output using Dir
ectSoun
d
o
n Wi
n32
-
Looping
Playing
Assignme
nt
Intr
oduce
Vision
Pa
p
e
r
Av
o
i
d
Po
o
p
Game
-
Moving
images
with accelerat
ion
on Win32
-
Time proce
ssing
Assignme
nt
Intr
oduce
Vision
Pa
p
e
r
Airpla
ne And
Ta
n
k
Shooting
Game
-
Moving
images
with accelerat
ion
on Win32
-
Scrol
ling wall
p
apers
Assignme
nt
Intr
oduce
Vision
Pa
p
e
r
Ear
thquak
e detection system
-
Linux
-
Device dri
ver
-
Sock
et Commu
nicat
ion
Assignme
nt
Intr
oduce
Vision
Pa
p
e
r
Laplacian
Im
age Fusi
o
n
-
Multi
-
ban
d
b
le
n
di
n
g
Circle Hough T
ransform
Assignme
nt
Intr
oduce
Vision
Pa
p
e
r
-
Detect
edges
o
f coins
-
Coin co
unting
Assignment
Intr
oduce
Vision
Pa
p
e
r
-
http:
//
journa
l.cg
-
ko
re
a
.
o
rg
/archive/
view_ar
ticle?pid
=jk
cgs
-
25
-
3-
123
-
For deep learning
-
Based medic
al image segmen
tation model
(a) Original
[Marcel
Krc
ah
, 2011]
(b) Ground T
ruth
(c)
GeomAC
(d) ZIA
T
Pa
p
e
r
# o
f dataset
[
Hideki
Kak
eya
, 2018
]
47 (volume)
[Francesco
Ci
ompi
et al, 2017]
1,805 (2d p
atch)
[P
atrick Fe
r
dina
nd Chr
ista et a
l, 2017]
38 (volume)
[R
obin
Wo
l
z
et al,
2012]
100 (volume)
Random
Wa
r
p
i
n
g
Affi
ne
Tr
a
n
s
f
o
r
m
a
t
i
o
n
Data Augmentati
o
n
Assignment
Intr
oduce
Vision
Pa
p
e
r
CT s
can
Tr
a
i
n
i
n
g
[P
a
trick Ferdina
nd Chri
sta et al,
2017], [Ho
lger R. Roth et
al, 2015],
[Arnaud
Ari
ndra Adiyoso
Setio
, 2016]
Mesh transform
……
……
……
……
……
CT
transform
Data Augmentati
o
n
-
Overal
l pr
ocess
Assignment
Intr
oduce
Vision
Pa
p
e
r
Original
CT
Mesh
acquisit
ion
Mesh
clust
ering
Mesh tra
nsform
Wa
r
p
e
d
C
T
Data Augmentati
o
n
-
Overal
l pr
ocess
Assignment
Intr
oduce
Vision
Pa
p
e
r
Original me
s
h/ CT
Deformed mesh / W
ar
ped CT
CT n
o.
Proposed (
IoU)
Arbitrar
y (IoU)
1
0.98
0.96
2
0.98
0.98
3
0.97
0.92
gr
ound truth
Hausdorff dist.
of
pro
po
sed
pr
oposed
arbitr
ar
y
Hausdorff dist.
of
arb
it
rar
y
𝐼𝑜𝑈
(
𝐼𝑛𝑡𝑒𝑟𝑠𝑒𝑐
𝑡𝑖𝑜𝑛
𝑜𝑣𝑒𝑟
𝑈𝑛𝑖𝑜𝑛
)
=
𝑡𝑟𝑢𝑒
𝑝𝑜𝑠
𝑖𝑡𝑖𝑣𝑒
𝑡𝑟𝑢𝑒
𝑝𝑜𝑠
𝑖𝑡𝑖𝑣𝑒
+
𝑓𝑎
𝑙𝑠𝑒
𝑝𝑜𝑠𝑖
𝑡𝑖𝑣𝑒
+
𝑓𝑎𝑙𝑠𝑒
𝑛𝑒𝑔𝑎𝑡𝑖𝑣𝑒
Segmentat
ion P
erforman
ce
Data Augmentati
o
n
-
re
su
lt
s
Assignment
Intr
oduce
Vision
Pa
p
e
r
Digital
Media
So
f
tware and
Comput
er Engineering
-
Syst
em Inte
rwo
rking
-
I
nterf
ac
e
Devel
opment
-
Image Pr
oc
essing
Thank
Y
ou